KennethEnevoldsen
commited on
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Updated readme
Browse files
README.md
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@@ -3,19 +3,20 @@ tags:
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- spacy
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- dacy
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- danish
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- pos tagging
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- lemmatization
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- dependency parsing
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- coreference resolution
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- named entity linking
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- named entity disambiguation
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- token-classification
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language:
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- da
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license: apache-2.0
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model-index:
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- name: da_dacy_medium_trf
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results:
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- task:
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name: NER
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split: test
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type: universal_dependencies
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config: da_ddt
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name: UNLABELED_DEPENDENCIES
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type: token-classification
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library_name: spacy
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datasets:
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- universal_dependencies
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- alexandrainst/dacoref
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- dane
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metrics:
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- accuracy
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---
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<a href="https://github.com/centre-for-humanities-computing/Dacy"><img src="https://centre-for-humanities-computing.github.io/DaCy/_static/icon.png" width="175" height="175" align="right" /></a>
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# DaCy medium
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To read more check out the [DaCy repository](https://github.com/centre-for-humanities-computing/DaCy) for material on how to use DaCy and reproduce the results.
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DaCy also contains guides on usage of the package as well as behavioural test for biases and robustness of Danish NLP pipelines.
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| Feature | Description |
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| --- | --- |
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| **Name** | `da_dacy_medium_trf` |
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| **Components** | `transformer`, `tagger`, `morphologizer`, `trainable_lemmatizer`, `parser`, `ner`, `coref`, `span_resolver`, `span_cleaner`, `entity_linker` |
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| **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
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| **Sources** | [UD Danish DDT v2.11](https://github.com/UniversalDependencies/UD_Danish-DDT) (Johannsen, Anders; Martínez Alonso, Héctor; Plank, Barbara)<br />[DaNE](https://huggingface.co/datasets/dane) (Rasmus Hvingelby, Amalie B. Pauli, Maria Barrett, Christina Rosted, Lasse M. Lidegaard, Anders Søgaard)<br />[DaCoref](https://huggingface.co/datasets/alexandrainst/dacoref) (Buch-Kromann, Matthias)<br />[DaNED](https://danlp-alexandra.readthedocs.io/en/stable/docs/datasets.html#daned) (Barrett, M. J., Lam, H., Wu, M., Lacroix, O., Plank, B., & Søgaard, A.)<br />[vesteinn/DanskBERT](https://huggingface.co/vesteinn/DanskBERT) (Vésteinn Snæbjarnarson) |
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| **License** | `Apache-2.0
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| **Author** | [Kenneth Enevoldsen](https://chcaa.io/#/) |
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### Label Scheme
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</details>
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###
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| Type | Score |
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| --- | --- |
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| `ENTS_P` | 87.08 |
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| `ENTS_R` | 84.59 |
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| `ENTS_F` | 85.82 |
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| `COREF_LEA_F1` | 41.18 |
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| `COREF_LEA_PRECISION` | 48.89 |
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| `COREF_LEA_RECALL` | 35.58 |
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- spacy
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- dacy
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- danish
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- token-classification
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- pos tagging
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- morphological analysis
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- lemmatization
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- dependency parsing
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- named entity recognition
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- coreference resolution
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- named entity linking
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- named entity disambiguation
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language:
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- da
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license: apache-2.0
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model-index:
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- name: da_dacy_medium_trf-0.2.0
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results:
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- task:
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name: NER
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split: test
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type: universal_dependencies
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config: da_ddt
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- task:
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name: LEMMA
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type: token-classification
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metrics:
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- name: Lemma Accuracy
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type: accuracy
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value: 0.9419805438
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dataset:
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name: UD Danish DDT
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split: test
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type: universal_dependencies
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config: da_ddt
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- task:
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name: UNLABELED_DEPENDENCIES
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type: token-classification
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library_name: spacy
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datasets:
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- universal_dependencies
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- dane
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- alexandrainst/dacoref
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metrics:
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- accuracy
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---
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<a href="https://github.com/centre-for-humanities-computing/Dacy"><img src="https://centre-for-humanities-computing.github.io/DaCy/_static/icon.png" width="175" height="175" align="right" /></a>
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# DaCy medium
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To read more check out the [DaCy repository](https://github.com/centre-for-humanities-computing/DaCy) for material on how to use DaCy and reproduce the results.
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DaCy also contains guides on usage of the package as well as behavioural test for biases and robustness of Danish NLP pipelines.
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| Feature | Description |
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| --- | --- |
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| **Name** | `da_dacy_medium_trf` |
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| **Components** | `transformer`, `tagger`, `morphologizer`, `trainable_lemmatizer`, `parser`, `ner`, `coref`, `span_resolver`, `span_cleaner`, `entity_linker` |
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| **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
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| **Sources** | [UD Danish DDT v2.11](https://github.com/UniversalDependencies/UD_Danish-DDT) (Johannsen, Anders; Martínez Alonso, Héctor; Plank, Barbara)<br />[DaNE](https://huggingface.co/datasets/dane) (Rasmus Hvingelby, Amalie B. Pauli, Maria Barrett, Christina Rosted, Lasse M. Lidegaard, Anders Søgaard)<br />[DaCoref](https://huggingface.co/datasets/alexandrainst/dacoref) (Buch-Kromann, Matthias)<br />[DaNED](https://danlp-alexandra.readthedocs.io/en/stable/docs/datasets.html#daned) (Barrett, M. J., Lam, H., Wu, M., Lacroix, O., Plank, B., & Søgaard, A.)<br />[vesteinn/DanskBERT](https://huggingface.co/vesteinn/DanskBERT) (Vésteinn Snæbjarnarson) |
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| **License** | `Apache-2.0` |
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| **Author** | [Kenneth Enevoldsen](https://chcaa.io/#/) |
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### Label Scheme
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</details>
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### Accuracy
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| Type | Score |
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| --- | --- |
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| `ENTS_P` | 87.08 |
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| `ENTS_R` | 84.59 |
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| `ENTS_F` | 85.82 |
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| `LEMMA_ACC` | 94.20 |
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| `COREF_LEA_F1` | 41.18 |
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| `COREF_LEA_PRECISION` | 48.89 |
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| `COREF_LEA_RECALL` | 35.58 |
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meta.json
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"ADJ",
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"VERB",
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"Case=Gen|POS=NOUN",
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"POS=AUX|Tense=Pres|VerbForm=Part"
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"ROOT",
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"span_cleaner",
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"entity_linker"
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"transformer",
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"tagger",
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"ORG":{
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"sources":[
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{
|
654 |
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"name":"UD Danish DDT v2.11",
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655 |
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"url":"https://github.com/UniversalDependencies/UD_Danish-DDT",
|
656 |
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"license":"CC BY-SA 4.0",
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657 |
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"author":"Johannsen, Anders; Mart\u00ednez Alonso, H\u00e9ctor; Plank, Barbara"
|
658 |
},
|
659 |
{
|
660 |
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"name":"DaNE",
|
661 |
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"url":"https://huggingface.co/datasets/dane",
|
662 |
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"license":"CC BY-SA 4.0",
|
663 |
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"author":"Rasmus Hvingelby, Amalie B. Pauli, Maria Barrett, Christina Rosted, Lasse M. Lidegaard, Anders S\u00f8gaard"
|
664 |
},
|
665 |
{
|
666 |
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"name":"DaCoref",
|
667 |
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"url":"https://huggingface.co/datasets/alexandrainst/dacoref",
|
668 |
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"license":"CC BY-SA 4.0",
|
669 |
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"author":"Buch-Kromann, Matthias"
|
670 |
},
|
671 |
{
|
672 |
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"name":"DaNED",
|
673 |
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"url":"https://danlp-alexandra.readthedocs.io/en/stable/docs/datasets.html#daned",
|
674 |
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"license":"CC BY-SA 4.0",
|
675 |
+
"author":"Barrett, M. J., Lam, H., Wu, M., Lacroix, O., Plank, B., & S\u00f8gaard, A."
|
676 |
},
|
677 |
{
|
678 |
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"name":"vesteinn/DanskBERT",
|
679 |
+
"author":"V\u00e9steinn Sn\u00e6bjarnarson",
|
680 |
+
"url":"https://huggingface.co/vesteinn/DanskBERT",
|
681 |
+
"license":"MIT"
|
682 |
}
|
683 |
],
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684 |
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"notes":"\n\n### Training\nThis model was trained using [spaCy](https://spacy.io) and logged to [Weights & Biases](https://wandb.ai/kenevoldsen/dacy-v0.2.0). You can find all the training logs [here](https://wandb.ai/kenevoldsen/dacy-v0.2.0)."
|
685 |
}
|